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alonsosilvaallende/interpretable_ml_xai_classification_2026-01.ipynb

Created January 14, 2026 06:28
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interpretable_ml_xai_classification_2026-01.ipynb
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"metadata": {
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"authorship_tag": "ABX9TyODyGssTZqGxOTfNhyxaUR9",
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"name": "python"
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"cells": [
{
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"metadata": {
"id": "view-in-github",
"colab_type": "text"
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"source": [
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]
},
{
"cell_type": "code",
"source": [
"%pip install --upgrade --quiet scikit-learn shap"
],
"metadata": {
"id": "TakevLMviilE"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import sklearn\n",
"\n",
"assert sklearn.__version__ >= \"1.5\", \"Please upgrade scikit-learn with %pip install --quiet --upgrade scikit-learn>=1.5\""
],
"metadata": {
"id": "ioHx8wGdi0m-"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "fC2ydbbLlMn3"
},
"outputs": [],
"source": [
"import shap\n",
"\n",
"X, y = shap.datasets.adult()"
]
},
{
"cell_type": "code",
"source": [
"X.tail()"
],
"metadata": {
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"base_uri": "https://localhost:8080/",
"height": 223
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"id": "6EweqiLVjGwQ",
"outputId": "05cd17e7-77c4-4fa4-d864-f2ee8f403ba5"
},
"execution_count": null,
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{
"output_type": "execute_result",
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" Age Workclass Education-Num Marital Status Occupation \\\n",
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"summary": "{\n \"name\": \"X\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 5,\n \"samples\": [\n 40.0,\n 52.0,\n 58.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Workclass\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 2,\n \"samples\": [\n 5,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education-Num\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 2,\n \"samples\": [\n 9.0,\n 12.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Marital Status\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 3,\n \"samples\": [\n 2,\n 6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Occupation\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 4,\n \"samples\": [\n 7,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Relationship\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 4,\n \"samples\": [\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Race\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 1,\n \"samples\": [\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sex\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 2,\n \"samples\": [\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Capital Gain\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 2,\n \"samples\": [\n 15024.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Capital Loss\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 1,\n \"samples\": [\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Hours per week\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 3,\n \"samples\": [\n 38.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Country\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 1,\n \"samples\": [\n 39\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"source": [
"y[-5:]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ANmFivG4jSAy",
"outputId": "40ed2b36-3bb5-4959-c0c1-3dffc1635e81"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([False, True, False, False, True])"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [
"(y == True).sum(), (y == False).sum(), len(y)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5u8pDVwBjVby",
"outputId": "6d27517b-45aa-4eb1-c94a-73036b317941"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(7841, 24720, 32561)"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"(y == True).sum()/len(y)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "akD1dRnmjnez",
"outputId": "26597585-56d2-4bd7-95dc-c9a19d157e54"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.2408095574460244"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=0\n",
")"
],
"metadata": {
"id": "DtkCQg1PllAx"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"X_train.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 223
},
"id": "mw3fdtZZkHRK",
"outputId": "18b43bc7-a034-490c-86c6-55bab45bb7a9"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Age Workclass Education-Num Marital Status Occupation \\\n",
"15282 36.0 4 7.0 0 14 \n",
"24870 35.0 4 9.0 4 4 \n",
"18822 38.0 4 13.0 4 1 \n",
"26404 50.0 4 9.0 2 12 \n",
"7842 68.0 6 11.0 2 10 \n",
"\n",
" Relationship Race Sex Capital Gain Capital Loss Hours per week \\\n",
"15282 0 4 1 0.0 0.0 40.0 \n",
"24870 0 4 0 0.0 0.0 54.0 \n",
"18822 0 4 0 0.0 0.0 50.0 \n",
"26404 5 2 0 0.0 0.0 40.0 \n",
"7842 4 4 1 0.0 2149.0 40.0 \n",
"\n",
" Country \n",
"15282 39 \n",
"24870 39 \n",
"18822 39 \n",
"26404 39 \n",
"7842 39 "
],
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" <th>Age</th>\n",
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" <th>Education-Num</th>\n",
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" <th>Occupation</th>\n",
" <th>Relationship</th>\n",
" <th>Race</th>\n",
" <th>Sex</th>\n",
" <th>Capital Gain</th>\n",
" <th>Capital Loss</th>\n",
" <th>Hours per week</th>\n",
" <th>Country</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>15282</th>\n",
" <td>36.0</td>\n",
" <td>4</td>\n",
" <td>7.0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>40.0</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24870</th>\n",
" <td>35.0</td>\n",
" <td>4</td>\n",
" <td>9.0</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>54.0</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18822</th>\n",
" <td>38.0</td>\n",
" <td>4</td>\n",
" <td>13.0</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50.0</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26404</th>\n",
" <td>50.0</td>\n",
" <td>4</td>\n",
" <td>9.0</td>\n",
" <td>2</td>\n",
" <td>12</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>40.0</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7842</th>\n",
" <td>68.0</td>\n",
" <td>6</td>\n",
" <td>11.0</td>\n",
" <td>2</td>\n",
" <td>10</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>2149.0</td>\n",
" <td>40.0</td>\n",
" <td>39</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "X_train",
"summary": "{\n \"name\": \"X_train\",\n \"rows\": 26048,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 72,\n \"samples\": [\n 68.0,\n 77.0,\n 33.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Workclass\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 9,\n \"samples\": [\n 3,\n 6,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education-Num\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 16,\n \"samples\": [\n 7.0,\n 9.0,\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Marital Status\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 7,\n \"samples\": [\n 0,\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Occupation\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 15,\n \"samples\": [\n 3,\n 13,\n 14\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Relationship\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 5,\n \"num_unique_values\": 6,\n \"samples\": [\n 0,\n 5,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Race\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 5,\n \"samples\": [\n 2,\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sex\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Capital Gain\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 116,\n \"samples\": [\n 1409.0,\n 15024.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Capital Loss\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 88,\n \"samples\": [\n 1539.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Hours per week\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 94,\n \"samples\": [\n 5.0,\n 12.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Country\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 42,\n \"samples\": [\n 33,\n 11\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"source": [
"# Define the categorical features\n",
"cats = ['Workclass', 'Marital Status', 'Occupation',\n",
"'Relationship', 'Race', 'Sex', 'Country']"
],
"metadata": {
"id": "tYs4I_wOktfH"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Define the numerical features\n",
"nums = ['Age', 'Education-Num', 'Capital Gain',\n",
"'Capital Loss', 'Hours per week']"
],
"metadata": {
"id": "A-R_qM0ck35c"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
"\n",
"transformers=[\n",
" ('cat', OneHotEncoder(handle_unknown='ignore'), cats),\n",
" ('num', StandardScaler(), nums)\n",
"]"
],
"metadata": {
"id": "uiIFm7vXlK0e"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from sklearn.compose import ColumnTransformer\n",
"\n",
"# Define the column transformer\n",
"preprocessor = ColumnTransformer(\n",
" transformers=transformers\n",
")"
],
"metadata": {
"id": "2-AMj_ablWcL"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from sklearn.pipeline import Pipeline\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"# Define the pipeline\n",
"model = Pipeline([\n",
" ('preprocessor', preprocessor),\n",
" ('classifier', LogisticRegression(max_iter=10000))\n",
"])"
],
"metadata": {
"id": "c8A56F6flk-c"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Fit the pipeline to the training data\n",
"model.fit(X_train, y_train)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 218
},
"id": "bWbqE1GIlwWh",
"outputId": "46bb864d-ccff-410f-8cc9-400bfd714e5c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Pipeline(steps=[('preprocessor',\n",
" ColumnTransformer(transformers=[('cat',\n",
" OneHotEncoder(handle_unknown='ignore'),\n",
" ['Workclass',\n",
" 'Marital Status',\n",
" 'Occupation', 'Relationship',\n",
" 'Race', 'Sex', 'Country']),\n",
" ('num', StandardScaler(),\n",
" ['Age', 'Education-Num',\n",
" 'Capital Gain',\n",
" 'Capital Loss',\n",
" 'Hours per week'])])),\n",
" ('classifier', LogisticRegression(max_iter=10000))])"
],
"text/html": [
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" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
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"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
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"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-1 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: block;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content {\n",
" max-height: 0;\n",
" max-width: 0;\n",
" overflow: hidden;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" max-height: 200px;\n",
" max-width: 100%;\n",
" overflow: auto;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-1 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-1 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-1 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-1 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 1ex;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
" ColumnTransformer(transformers=[(&#x27;cat&#x27;,\n",
" OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
" [&#x27;Workclass&#x27;,\n",
" &#x27;Marital Status&#x27;,\n",
" &#x27;Occupation&#x27;, &#x27;Relationship&#x27;,\n",
" &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
" (&#x27;num&#x27;, StandardScaler(),\n",
" [&#x27;Age&#x27;, &#x27;Education-Num&#x27;,\n",
" &#x27;Capital Gain&#x27;,\n",
" &#x27;Capital Loss&#x27;,\n",
" &#x27;Hours per week&#x27;])])),\n",
" (&#x27;classifier&#x27;, LogisticRegression(max_iter=10000))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;Pipeline<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.pipeline.Pipeline.html\">?<span>Documentation for Pipeline</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
" ColumnTransformer(transformers=[(&#x27;cat&#x27;,\n",
" OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
" [&#x27;Workclass&#x27;,\n",
" &#x27;Marital Status&#x27;,\n",
" &#x27;Occupation&#x27;, &#x27;Relationship&#x27;,\n",
" &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
" (&#x27;num&#x27;, StandardScaler(),\n",
" [&#x27;Age&#x27;, &#x27;Education-Num&#x27;,\n",
" &#x27;Capital Gain&#x27;,\n",
" &#x27;Capital Loss&#x27;,\n",
" &#x27;Hours per week&#x27;])])),\n",
" (&#x27;classifier&#x27;, LogisticRegression(max_iter=10000))])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;preprocessor: ColumnTransformer<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.compose.ColumnTransformer.html\">?<span>Documentation for preprocessor: ColumnTransformer</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>ColumnTransformer(transformers=[(&#x27;cat&#x27;, OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
" [&#x27;Workclass&#x27;, &#x27;Marital Status&#x27;, &#x27;Occupation&#x27;,\n",
" &#x27;Relationship&#x27;, &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
" (&#x27;num&#x27;, StandardScaler(),\n",
" [&#x27;Age&#x27;, &#x27;Education-Num&#x27;, &#x27;Capital Gain&#x27;,\n",
" &#x27;Capital Loss&#x27;, &#x27;Hours per week&#x27;])])</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">cat</label><div class=\"sk-toggleable__content fitted\"><pre>[&#x27;Workclass&#x27;, &#x27;Marital Status&#x27;, &#x27;Occupation&#x27;, &#x27;Relationship&#x27;, &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;OneHotEncoder<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.preprocessing.OneHotEncoder.html\">?<span>Documentation for OneHotEncoder</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;)</pre></div> </div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">num</label><div class=\"sk-toggleable__content fitted\"><pre>[&#x27;Age&#x27;, &#x27;Education-Num&#x27;, &#x27;Capital Gain&#x27;, &#x27;Capital Loss&#x27;, &#x27;Hours per week&#x27;]</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;StandardScaler<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.preprocessing.StandardScaler.html\">?<span>Documentation for StandardScaler</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>StandardScaler()</pre></div> </div></div></div></div></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;LogisticRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>LogisticRegression(max_iter=10000)</pre></div> </div></div></div></div></div></div>"
]
},
"metadata": {},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"source": [
"y_pred = model.predict(X_test)\n",
"y_pred[-5:]"
],
"metadata": {
"id": "Eb0M9B5PK2wQ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2f186b76-27b8-457b-981a-d47aaad23705"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([ True, False, True, False, False])"
]
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import ConfusionMatrixDisplay\n",
"\n",
"_ = ConfusionMatrixDisplay.from_estimator(model, X_test, y_test)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 450
},
"id": "-CfZjp2norZO",
"outputId": "3ed9318f-5c34-434f-b939-271b8e2f918f"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import precision_score\n",
"\n",
"precision_score(y_test, y_pred)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0-lvllkiLdwQ",
"outputId": "3b540fbe-ea8e-455f-c3b3-ea142973050d"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.7270007479431563"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import recall_score\n",
"\n",
"recall_score(y_test, y_pred)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9D_6OdDWLwjQ",
"outputId": "149cc123-fc0a-44ec-e31f-3c44ec7bcf09"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.6094043887147336"
]
},
"metadata": {},
"execution_count": 22
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import PrecisionRecallDisplay\n",
"\n",
"display = PrecisionRecallDisplay.from_estimator(\n",
" model, X_test, y_test, name=\"LogisticRegression\"\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 451
},
"id": "9cUA-SKSMACJ",
"outputId": "147bf450-fd50-46c6-f5be-8aa354890310"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import confusion_matrix\n",
"\n",
"def custom_score(y_observed, y_pred):\n",
" tn, fp, fn, tp = confusion_matrix(y_observed, y_pred, normalize=\"all\").ravel()\n",
" return 10 * tp + 10 * tn - 20 * fn - 1 * fp\n",
"\n",
"\n",
"print(\"Untuned decision threshold: 0.5\")\n",
"print(f\"Custom score: {custom_score(y_test, model.predict(X_test)):.2f}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rvi23fFjpAgg",
"outputId": "120d9bf5-4525-46d7-ce17-bc3d553321f5"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Untuned decision threshold: 0.5\n",
"Custom score: 6.51\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import make_scorer\n",
"\n",
"custom_scorer = make_scorer(\n",
" custom_score, response_method=\"predict\", greater_is_better=True\n",
")"
],
"metadata": {
"id": "G8oRJybGpWPk"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from sklearn.model_selection import TunedThresholdClassifierCV\n",
"\n",
"tuned_classifier = TunedThresholdClassifierCV(\n",
" model, cv=5, scoring=custom_scorer\n",
").fit(X, y)\n",
"\n",
"print(f\"Tuned decision threshold: {tuned_classifier.best_threshold_:.3f}\")\n",
"print(f\"Custom score: {custom_score(y_test, tuned_classifier.predict(X_test)):.2f}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "x2fwOPGIpaCq",
"outputId": "6d86115c-3f2b-40de-9110-4a7a20c8e9c8"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Tuned decision threshold: 0.253\n",
"Custom score: 7.19\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"X_sub = shap.sample(X_train, 100)\n",
"ex = shap.Explainer(model.predict_proba, X_sub)\n",
"shap_values = ex(X_test.iloc[0:100])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tMC1jY0TlyNa",
"outputId": "461ddf97-1542-46b9-b272-17ff5081cbc2"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"PermutationExplainer explainer: 101it [00:25, 3.01it/s]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"X_test.iloc[1]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 460
},
"id": "NR-os96hn9LA",
"outputId": "cea49a6c-a5f7-4bfa-bedf-4642933a6f7f"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Age 27.0\n",
"Workclass 4.0\n",
"Education-Num 13.0\n",
"Marital Status 4.0\n",
"Occupation 10.0\n",
"Relationship 0.0\n",
"Race 4.0\n",
"Sex 0.0\n",
"Capital Gain 0.0\n",
"Capital Loss 0.0\n",
"Hours per week 40.0\n",
"Country 39.0\n",
"Name: 8950, dtype: float64"
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>8950</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>27.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Workclass</th>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Education-Num</th>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Marital Status</th>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Occupation</th>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Relationship</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Race</th>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sex</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Capital Gain</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Capital Loss</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hours per week</th>\n",
" <td>40.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <td>39.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div><br><label><b>dtype:</b> float64</label>"
]
},
"metadata": {},
"execution_count": 28
}
]
},
{
"cell_type": "code",
"source": [
"y_test[1]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZSvGjuEvm2Ko",
"outputId": "0e9ce45b-051a-4e5a-fcb5-8720dd3bf9b1"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"False"
]
},
"metadata": {},
"execution_count": 29
}
]
},
{
"cell_type": "code",
"source": [
"class_index = 1\n",
"data_index = 1\n",
"shap.plots.waterfall(shap_values[data_index,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 617
},
"id": "Fs3Q2EaRmdi7",
"outputId": "e2fa91b0-b132-429a-f822-4e8ac03a7ae5"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x650 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"class_index = 0\n",
"shap.plots.waterfall(shap_values[data_index,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 617
},
"id": "S-K7epILniD5",
"outputId": "13323d92-ec70-4eff-fd71-9ad8223afff9"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x650 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"class_index=1\n",
"shap.plots.bar(shap_values[data_index,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 585
},
"id": "cfiybQWcn6R4",
"outputId": "6ddc6dcc-66f5-4854-f9f1-82bfe808c639"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x650 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"shap.plots.beeswarm(shap_values[:,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 514
},
"id": "6bXgLQbIpWNR",
"outputId": "8ca16761-c65a-40e8-cf4a-96b2a0cbdaa5"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x550 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"shap.plots.bar(shap_values[:,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 585
},
"id": "rVl3hA1r0olk",
"outputId": "49960f9b-8d6c-44f0-e3ce-c8120110ed8f"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x650 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"shap.plots.partial_dependence(\n",
" \"Education-Num\", model.predict, X_test, ice=False,\n",
" model_expected_value=True, feature_expected_value=True\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 474
},
"id": "sNxAzmD5jCID",
"outputId": "7dc7afb3-b22a-407c-95d1-585bc2e8fb3a"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
],
"image/png": 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},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"shap.initjs()\n",
"shap.plots.force(shap_values[data_index,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 193
},
"id": "Gnfme4PWpAls",
"outputId": "68de8a82-beff-4554-c424-df707e1b6a23"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
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e=null!==i?i.baseLanes|n:n,t.lanes=t.childLanes=1073741824,t.memoizedState={baseLanes:e,cachePool:null,transitions:null},t.updateQueue=null,Ca(Al,Ol),Ol|=e,null;t.memoizedState={baseLanes:0,cachePool:null,transitions:null},r=null!==i?i.baseLanes:n,Ca(Al,Ol),Ol|=r}else null!==i?(r=i.baseLanes|n,t.memoizedState=null):r=n,Ca(Al,Ol),Ol|=r;return wu(e,t,a,n),t.child}function Cu(e,t){var n=t.ref;(null===e&&null!==n||null!==e&&e.ref!==n)&&(t.flags|=512,t.flags|=2097152)}function Tu(e,t,n,r,a){var i=La(n)?Pa:Ma.current;return i=za(t,i),Si(t,a),n=So(e,t,n,r,i,a),r=Eo(),null===e||_u?(ai&&r&&ei(t),t.flags|=1,wu(e,t,n,a),t.child):(t.updateQueue=e.updateQueue,t.flags&=-2053,e.lanes&=~a,Hu(e,t,a))}function Mu(e,t,n,r,a){if(La(n)){var i=!0;Da(t)}else i=!1;if(Si(t,a),null===t.stateNode)Vu(e,t),Wi(t,n,r),Hi(t,n,r,a),r=!0;else if(null===e){var o=t.stateNode,u=t.memoizedProps;o.props=u;var l=o.context,s=n.contextType;s=\"object\"==typeof s&&null!==s?Ei(s):za(t,s=La(n)?Pa:Ma.current);var c=n.getDerivedStateFromProps,f=\"function\"==typeof c||\"function\"==typeof o.getSnapshotBeforeUpdate;f||\"function\"!=typeof o.UNSAFE_componentWillReceiveProps&&\"function\"!=typeof o.componentWillReceiveProps||(u!==r||l!==s)&&Vi(t,o,r,s),Pi=!1;var p=t.memoizedState;o.state=p,Ri(t,r,o,a),l=t.memoizedState,u!==r||p!==l||Na.current||Pi?(\"function\"==typeof c&&(Ii(t,n,c,r),l=t.memoizedState),(u=Pi||Bi(t,n,u,r,p,l,s))?(f||\"function\"!=typeof o.UNSAFE_componentWillMount&&\"function\"!=typeof o.componentWillMount||(\"function\"==typeof o.componentWillMount&&o.componentWillMount(),\"function\"==typeof o.UNSAFE_componentWillMount&&o.UNSAFE_componentWillMount()),\"function\"==typeof o.componentDidMount&&(t.flags|=4194308)):(\"function\"==typeof o.componentDidMount&&(t.flags|=4194308),t.memoizedProps=r,t.memoizedState=l),o.props=r,o.state=l,o.context=s,r=u):(\"function\"==typeof o.componentDidMount&&(t.flags|=4194308),r=!1)}else{o=t.stateNode,Li(e,t),u=t.memoizedProps,s=t.type===t.elementType?u:gi(t.type,u),o.props=s,f=t.pendingProps,p=o.context,l=\"object\"==typeof(l=n.contextType)&&null!==l?Ei(l):za(t,l=La(n)?Pa:Ma.current);var d=n.getDerivedStateFromProps;(c=\"function\"==typeof d||\"function\"==typeof o.getSnapshotBeforeUpdate)||\"function\"!=typeof o.UNSAFE_componentWillReceiveProps&&\"function\"!=typeof o.componentWillReceiveProps||(u!==f||p!==l)&&Vi(t,o,r,l),Pi=!1,p=t.memoizedState,o.state=p,Ri(t,r,o,a);var h=t.memoizedState;u!==f||p!==h||Na.current||Pi?(\"function\"==typeof d&&(Ii(t,n,d,r),h=t.memoizedState),(s=Pi||Bi(t,n,s,r,p,h,l)||!1)?(c||\"function\"!=typeof o.UNSAFE_componentWillUpdate&&\"function\"!=typeof o.componentWillUpdate||(\"function\"==typeof o.componentWillUpdate&&o.componentWillUpdate(r,h,l),\"function\"==typeof o.UNSAFE_componentWillUpdate&&o.UNSAFE_componentWillUpdate(r,h,l)),\"function\"==typeof o.componentDidUpdate&&(t.flags|=4),\"function\"==typeof o.getSnapshotBeforeUpdate&&(t.flags|=1024)):(\"function\"!=typeof o.componentDidUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=4),\"function\"!=typeof o.getSnapshotBeforeUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=1024),t.memoizedProps=r,t.memoizedState=h),o.props=r,o.state=h,o.context=l,r=s):(\"function\"!=typeof o.componentDidUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=4),\"function\"!=typeof o.getSnapshotBeforeUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=1024),r=!1)}return Nu(e,t,n,r,i,a)}function Nu(e,t,n,r,a,i){Cu(e,t);var o=0!=(128&t.flags);if(!r&&!o)return a&&Ra(t,n,!1),Hu(e,t,i);r=t.stateNode,bu.current=t;var u=o&&\"function\"!=typeof n.getDerivedStateFromError?null:r.render();return t.flags|=1,null!==e&&o?(t.child=Ki(t,e.child,null,i),t.child=Ki(t,null,u,i)):wu(e,t,u,i),t.memoizedState=r.state,a&&Ra(t,n,!0),t.child}function Pu(e){var t=e.stateNode;t.pendingContext?Aa(0,t.pendingContext,t.pendingContext!==t.context):t.context&&Aa(0,t.context,!1),ro(e,t.containerInfo)}function zu(e,t,n,r,a){return di(),hi(a),t.flags|=256,wu(e,t,n,r),t.child}var Lu,Ou,Au,Fu,Du={dehydrated:null,treeContext:null,retryLane:0};function Ru(e){return{baseLanes:e,cachePool:null,transitions:null}}function ju(e,t,n){var r,a=t.pendingProps,o=uo.current,u=!1,l=0!=(128&t.flags);if((r=l)||(r=(null===e||null!==e.memoizedState)&&0!=(2&o)),r?(u=!0,t.flags&=-129):null!==e&&null===e.memoizedState||(o|=1),Ca(uo,1&o),null===e)return si(t),null!==(e=t.memoizedState)&&null!==(e=e.dehydrated)?(0==(1&t.mode)?t.lanes=1:\"$!\"===e.data?t.lanes=8:t.lanes=1073741824,null):(l=a.children,e=a.fallback,u?(a=t.mode,u=t.child,l={mode:\"hidden\",children:l},0==(1&a)&&null!==u?(u.childLanes=0,u.pendingProps=l):u=Rs(l,a,0,null),e=Ds(e,a,n,null),u.return=t,e.return=t,u.sibling=e,t.child=u,t.child.memoizedState=Ru(n),t.memoizedState=Du,e):Uu(t,l));if(null!==(o=e.memoizedState)&&null!==(r=o.dehydrated))return function(e,t,n,r,a,o,u){if(n)return 256&t.flags?(t.flags&=-257,Iu(e,t,u,r=fu(Error(i(422))))):null!==t.memoizedState?(t.child=e.child,t.flags|=128,null):(o=r.fallback,a=t.mode,r=Rs({mode:\"visible\",children:r.children},a,0,null),(o=Ds(o,a,u,null)).flags|=2,r.return=t,o.return=t,r.sibling=o,t.child=r,0!=(1&t.mode)&&Ki(t,e.child,null,u),t.child.memoizedState=Ru(u),t.memoizedState=Du,o);if(0==(1&t.mode))return Iu(e,t,u,null);if(\"$!\"===a.data){if(r=a.nextSibling&&a.nextSibling.dataset)var l=r.dgst;return r=l,Iu(e,t,u,r=fu(o=Error(i(419)),r,void 0))}if(l=0!=(u&e.childLanes),_u||l){if(null!==(r=Pl)){switch(u&-u){case 4:a=2;break;case 16:a=8;break;case 64:case 128:case 256:case 512:case 1024:case 2048:case 4096:case 8192:case 16384:case 32768:case 65536:case 131072:case 262144:case 524288:case 1048576:case 2097152:case 4194304:case 8388608:case 16777216:case 33554432:case 67108864:a=32;break;case 536870912:a=268435456;break;default:a=0}0!==(a=0!=(a&(r.suspendedLanes|u))?0:a)&&a!==o.retryLane&&(o.retryLane=a,Ni(e,a),rs(r,e,a,-1))}return gs(),Iu(e,t,u,r=fu(Error(i(421))))}return\"$?\"===a.data?(t.flags|=128,t.child=e.child,t=Ms.bind(null,e),a._reactRetry=t,null):(e=o.treeContext,ri=sa(a.nextSibling),ni=t,ai=!0,ii=null,null!==e&&(Qa[Ya++]=Ka,Qa[Ya++]=Za,Qa[Ya++]=Ga,Ka=e.id,Za=e.overflow,Ga=t),(t=Uu(t,r.children)).flags|=4096,t)}(e,t,l,a,r,o,n);if(u){u=a.fallback,l=t.mode,r=(o=e.child).sibling;var s={mode:\"hidden\",children:a.children};return 0==(1&l)&&t.child!==o?((a=t.child).childLanes=0,a.pendingProps=s,t.deletions=null):(a=As(o,s)).subtreeFlags=14680064&o.subtreeFlags,null!==r?u=As(r,u):(u=Ds(u,l,n,null)).flags|=2,u.return=t,a.return=t,a.sibling=u,t.child=a,a=u,u=t.child,l=null===(l=e.child.memoizedState)?Ru(n):{baseLanes:l.baseLanes|n,cachePool:null,transitions:l.transitions},u.memoizedState=l,u.childLanes=e.childLanes&~n,t.memoizedState=Du,a}return e=(u=e.child).sibling,a=As(u,{mode:\"visible\",children:a.children}),0==(1&t.mode)&&(a.lanes=n),a.return=t,a.sibling=null,null!==e&&(null===(n=t.deletions)?(t.deletions=[e],t.flags|=16):n.push(e)),t.child=a,t.memoizedState=null,a}function Uu(e,t){return(t=Rs({mode:\"visible\",children:t},e.mode,0,null)).return=e,e.child=t}function Iu(e,t,n,r){return null!==r&&hi(r),Ki(t,e.child,null,n),(e=Uu(t,t.pendingProps.children)).flags|=2,t.memoizedState=null,e}function $u(e,t,n){e.lanes|=t;var r=e.alternate;null!==r&&(r.lanes|=t),ki(e.return,t,n)}function Bu(e,t,n,r,a){var i=e.memoizedState;null===i?e.memoizedState={isBackwards:t,rendering:null,renderingStartTime:0,last:r,tail:n,tailMode:a}:(i.isBackwards=t,i.rendering=null,i.renderingStartTime=0,i.last=r,i.tail=n,i.tailMode=a)}function Wu(e,t,n){var r=t.pendingProps,a=r.revealOrder,i=r.tail;if(wu(e,t,r.children,n),0!=(2&(r=uo.current)))r=1&r|2,t.flags|=128;else{if(null!==e&&0!=(128&e.flags))e:for(e=t.child;null!==e;){if(13===e.tag)null!==e.memoizedState&&$u(e,n,t);else if(19===e.tag)$u(e,n,t);else if(null!==e.child){e.child.return=e,e=e.child;continue}if(e===t)break e;for(;null===e.sibling;){if(null===e.return||e.return===t)break e;e=e.return}e.sibling.return=e.return,e=e.sibling}r&=1}if(Ca(uo,r),0==(1&t.mode))t.memoizedState=null;else switch(a){case\"forwards\":for(n=t.child,a=null;null!==n;)null!==(e=n.alternate)&&null===lo(e)&&(a=n),n=n.sibling;null===(n=a)?(a=t.child,t.child=null):(a=n.sibling,n.sibling=null),Bu(t,!1,a,n,i);break;case\"backwards\":for(n=null,a=t.child,t.child=null;null!==a;){if(null!==(e=a.alternate)&&null===lo(e)){t.child=a;break}e=a.sibling,a.sibling=n,n=a,a=e}Bu(t,!0,n,null,i);break;case\"together\":Bu(t,!1,null,null,void 0);break;default:t.memoizedState=null}return t.child}function Vu(e,t){0==(1&t.mode)&&null!==e&&(e.alternate=null,t.alternate=null,t.flags|=2)}function Hu(e,t,n){if(null!==e&&(t.dependencies=e.dependencies),Rl|=t.lanes,0==(n&t.childLanes))return null;if(null!==e&&t.child!==e.child)throw Error(i(153));if(null!==t.child){for(n=As(e=t.child,e.pendingProps),t.child=n,n.return=t;null!==e.sibling;)e=e.sibling,(n=n.sibling=As(e,e.pendingProps)).return=t;n.sibling=null}return t.child}function qu(e,t){if(!ai)switch(e.tailMode){case\"hidden\":t=e.tail;for(var n=null;null!==t;)null!==t.alternate&&(n=t),t=t.sibling;null===n?e.tail=null:n.sibling=null;break;case\"collapsed\":n=e.tail;for(var r=null;null!==n;)null!==n.alternate&&(r=n),n=n.sibling;null===r?t||null===e.tail?e.tail=null:e.tail.sibling=null:r.sibling=null}}function Qu(e){var t=null!==e.alternate&&e.alternate.child===e.child,n=0,r=0;if(t)for(var a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=14680064&a.subtreeFlags,r|=14680064&a.flags,a.return=e,a=a.sibling;else for(a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=a.subtreeFlags,r|=a.flags,a.return=e,a=a.sibling;return e.subtreeFlags|=r,e.childLanes=n,t}function Yu(e,t,n){var r=t.pendingProps;switch(ti(t),t.tag){case 2:case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return Qu(t),null;case 1:case 17:return La(t.type)&&Oa(),Qu(t),null;case 3:return r=t.stateNode,ao(),Ea(Na),Ea(Ma),co(),r.pendingContext&&(r.context=r.pendingContext,r.pendingContext=null),null!==e&&null!==e.child||(fi(t)?t.flags|=4:null===e||e.memoizedState.isDehydrated&&0==(256&t.flags)||(t.flags|=1024,null!==ii&&(us(ii),ii=null))),Ou(e,t),Qu(t),null;case 5:oo(t);var a=no(to.current);if(n=t.type,null!==e&&null!=t.stateNode)Au(e,t,n,r,a),e.ref!==t.ref&&(t.flags|=512,t.flags|=2097152);else{if(!r){if(null===t.stateNode)throw Error(i(166));return Qu(t),null}if(e=no(Ji.current),fi(t)){r=t.stateNode,n=t.type;var o=t.memoizedProps;switch(r[pa]=t,r[da]=o,e=0!=(1&t.mode),n){case\"dialog\":Ur(\"cancel\",r),Ur(\"close\",r);break;case\"iframe\":case\"object\":case\"embed\":Ur(\"load\",r);break;case\"video\":case\"audio\":for(a=0;a<Fr.length;a++)Ur(Fr[a],r);break;case\"source\":Ur(\"error\",r);break;case\"img\":case\"image\":case\"link\":Ur(\"error\",r),Ur(\"load\",r);break;case\"details\":Ur(\"toggle\",r);break;case\"input\":K(r,o),Ur(\"invalid\",r);break;case\"select\":r._wrapperState={wasMultiple:!!o.multiple},Ur(\"invalid\",r);break;case\"textarea\":ae(r,o),Ur(\"invalid\",r)}for(var l in me(n,o),a=null,o)if(o.hasOwnProperty(l)){var s=o[l];\"children\"===l?\"string\"==typeof s?r.textContent!==s&&(!0!==o.suppressHydrationWarning&&Xr(r.textContent,s,e),a=[\"children\",s]):\"number\"==typeof s&&r.textContent!==\"\"+s&&(!0!==o.suppressHydrationWarning&&Xr(r.textContent,s,e),a=[\"children\",\"\"+s]):u.hasOwnProperty(l)&&null!=s&&\"onScroll\"===l&&Ur(\"scroll\",r)}switch(n){case\"input\":q(r),J(r,o,!0);break;case\"textarea\":q(r),oe(r);break;case\"select\":case\"option\":break;default:\"function\"==typeof o.onClick&&(r.onclick=Jr)}r=a,t.updateQueue=r,null!==r&&(t.flags|=4)}else{l=9===a.nodeType?a:a.ownerDocument,\"http://www.w3.org/1999/xhtml\"===e&&(e=ue(n)),\"http://www.w3.org/1999/xhtml\"===e?\"script\"===n?((e=l.createElement(\"div\")).innerHTML=\"<script><\\/script>\",e=e.removeChild(e.firstChild)):\"string\"==typeof r.is?e=l.createElement(n,{is:r.is}):(e=l.createElement(n),\"select\"===n&&(l=e,r.multiple?l.multiple=!0:r.size&&(l.size=r.size))):e=l.createElementNS(e,n),e[pa]=t,e[da]=r,Lu(e,t,!1,!1),t.stateNode=e;e:{switch(l=be(n,r),n){case\"dialog\":Ur(\"cancel\",e),Ur(\"close\",e),a=r;break;case\"iframe\":case\"object\":case\"embed\":Ur(\"load\",e),a=r;break;case\"video\":case\"audio\":for(a=0;a<Fr.length;a++)Ur(Fr[a],e);a=r;break;case\"source\":Ur(\"error\",e),a=r;break;case\"img\":case\"image\":case\"link\":Ur(\"error\",e),Ur(\"load\",e),a=r;break;case\"details\":Ur(\"toggle\",e),a=r;break;case\"input\":K(e,r),a=G(e,r),Ur(\"invalid\",e);break;case\"option\":default:a=r;break;case\"select\":e._wrapperState={wasMultiple:!!r.multiple},a=R({},r,{value:void 0}),Ur(\"invalid\",e);break;case\"textarea\":ae(e,r),a=re(e,r),Ur(\"invalid\",e)}for(o in me(n,a),s=a)if(s.hasOwnProperty(o)){var c=s[o];\"style\"===o?ge(e,c):\"dangerouslySetInnerHTML\"===o?null!=(c=c?c.__html:void 0)&&fe(e,c):\"children\"===o?\"string\"==typeof c?(\"textarea\"!==n||\"\"!==c)&&pe(e,c):\"number\"==typeof c&&pe(e,\"\"+c):\"suppressContentEditableWarning\"!==o&&\"suppressHydrationWarning\"!==o&&\"autoFocus\"!==o&&(u.hasOwnProperty(o)?null!=c&&\"onScroll\"===o&&Ur(\"scroll\",e):null!=c&&b(e,o,c,l))}switch(n){case\"input\":q(e),J(e,r,!1);break;case\"textarea\":q(e),oe(e);break;case\"option\":null!=r.value&&e.setAttribute(\"value\",\"\"+V(r.value));break;case\"select\":e.multiple=!!r.multiple,null!=(o=r.value)?ne(e,!!r.multiple,o,!1):null!=r.defaultValue&&ne(e,!!r.multiple,r.defaultValue,!0);break;default:\"function\"==typeof a.onClick&&(e.onclick=Jr)}switch(n){case\"button\":case\"input\":case\"select\":case\"textarea\":r=!!r.autoFocus;break e;case\"img\":r=!0;break e;default:r=!1}}r&&(t.flags|=4)}null!==t.ref&&(t.flags|=512,t.flags|=2097152)}return Qu(t),null;case 6:if(e&&null!=t.stateNode)Fu(e,t,e.memoizedProps,r);else{if(\"string\"!=typeof r&&null===t.stateNode)throw 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0!=(128&t.flags)?(t.lanes=n,t):((r=null!==r)!=(null!==e&&null!==e.memoizedState)&&r&&(t.child.flags|=8192,0!=(1&t.mode)&&(null===e||0!=(1&uo.current)?0===Fl&&(Fl=3):gs())),null!==t.updateQueue&&(t.flags|=4),Qu(t),null);case 4:return ao(),Ou(e,t),null===e&&Br(t.stateNode.containerInfo),Qu(t),null;case 10:return xi(t.type._context),Qu(t),null;case 19:if(Ea(uo),null===(o=t.memoizedState))return 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"</script>"
]
},
"metadata": {}
},
{
"output_type": "execute_result",
"data": {
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"\n",
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"<div style='color: #900; text-align: center;'>\n",
" <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
" Have you run `initjs()` in this notebook? If this notebook was from another\n",
" user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
" this notebook on github the Javascript has been stripped for security. If you are using\n",
" JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
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]
},
"metadata": {},
"execution_count": 35
}
]
},
{
"cell_type": "code",
"source": [
"ex_logit = shap.Explainer(\n",
"model.predict_proba, X_sub, link=shap.links.logit\n",
")\n",
"sv_logit = ex_logit(X_test.iloc[0:100])\n",
"shap.plots.waterfall(sv_logit[data_index,:,class_index])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 635
},
"id": "Xf1NfLYmG-Xu",
"outputId": "d2df5861-fdaf-4019-db0e-56ef95ef101c"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"PermutationExplainer explainer: 101it [00:23, 2.72it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x650 with 3 Axes>"
],
"image/png": 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